Merge pull request #9 from Bikraji/master

Added a new tutorial in the list
Update README.md
2022-08-08 08:47:32 +02:00 · 2022-08-07 23:50:52 +05:30 · 2022-08-07 23:49:07 +05:30 · 2022-01-11 18:38:14 +01:00 · 2022-01-11 12:29:30 -05:00 · 2021-10-31 16:24:49 +01:00
3 changed files with 1793 additions and 3546 deletions
--- a/README.md
+++ b/README.md
@ -23,6 +23,7 @@ three parts:
 3. **Miscellaneous related resources** - Resources related to *general* data
  analysis, Python programming, algorithms, computer science, machine learning, 
  statistics, etc.
+4. **Packages** - Python packages for helping to work with Pandas.

 --------------------------------------------------------------------------------

@ -41,6 +42,12 @@ quantified roughly as follows:

 | Title | Speaker | Uploader | Time | Views | Year | Level |
 | ----- | ------- | -------- | ---- | ----- | ---- | ----- |
+|[Pandas tutorial for Data Science](https://www.youtube.com/playlist?list=PL1xVF1dBM4bmy13VIiL0mD8mZQ40XePWw) | Bikram Kundu | - | > 01:20| 2K+ | 2022 | :smiley: |
+| Python for Data Analysis using Pandas [part 1](https://www.youtube.com/watch?v=Bs4xyX086_I) & [part 2](https://www.youtube.com/watch?v=u83SQvWYmbI) [[repo](https://github.com/tommyod/awesome-pandas)] | tommyod | na | 2:19 | 100 | 2019 | :smiley: |
+| [Data Science Best Practices with pandas](https://www.youtube.com/watch?v=ZjrUmNq41Eo) [[repo](https://github.com/justmarkham/pycon-2019-tutorial)] | Kevin Markham | PyCon | 3:23 | 1000 | 2019 | :smiley: |
+| [Thinking like a Panda](https://www.youtube.com/watch?v=ObUcgEO4N8w) | Hannah Stepanek | PyCon | 0:36 | 700 | 2019 | :smiley: |
+| [Analyzing Census Data with Pandas](https://www.youtube.com/watch?v=sGtCgYWzOV4) [[repo](https://github.com/chekos/analyzing-census-data)] | Sergio Sánchez | PyCon | 3:15 | 600 | 2019 | :smiley: |
+| [Pandas is for Everyone](https://www.youtube.com/watch?v=3qDhDXNRgHE) [[repo](https://github.com/chendaniely/pycon_2019-pandas_tutorial)] | Daniel Chen | PyCon | 3:18 | 600 | 2019 | :smiley: |
 | :star: [Pandas From The Ground Up](https://www.youtube.com/watch?v=5JnMutdy6Fw) [[repo](https://github.com/brandon-rhodes/pycon-pandas-tutorial)] | Brandon Rhodes | PyCon 2015 | 2:24 | 91000 | 2015 | :smiley: |
 | [Introduction Into Pandas](https://www.youtube.com/watch?v=-NR-ynQg0YM) [[repo](https://github.com/chendaniely/2016-pydata-carolinas-pandas)] | Daniel Chen | Python Tutorial | 1:28 | 46000 | 2017 | :smiley: |
 | [Introduction To Data Analytics With Pandas](https://www.youtube.com/watch?v=5XGycFIe8qE) [[repo](https://github.com/QCaudron/pydata_pandas)] | Quentin Caudron | Python Tutorial | 1:51 | 25000 | 2017 | :smiley: |
@ -92,13 +99,15 @@ quantified roughly as follows:
 * [pandas_basics](https://github.com/vi3k6i5/pandas_basics)
 * [first-python-notebook](https://github.com/california-civic-data-coalition/first-python-notebook)
 * [Learn Pandas](https://bitbucket.org/hrojas/learn-pandas)
-
+* [Pandas practice website](https://pandaspractice.com/)


 ### (1.4) :blue_book: Books / papers

 * [[amazon](https://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1491957662/)] McKinney, Wes. *Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython*. 2 edition. O’Reilly Media, 2017.
 * [[amazon](https://www.amazon.com/Python-Data-Science-Handbook-Essential/dp/1491912057/)] VanderPlas, Jake. *Python Data Science Handbook: Essential Tools for Working with Data*. 1 edition. O’Reilly Media, 2016.
+* [[manning](https://www.manning.com/books/pandas-workout)] Lerner, Reuven. *50 exercises that will strengthen your pandas skills to a level of automatic fluency*. 1 edition. Manning Publications, 2021.
+* [[manning](https://www.manning.com/books/pandas-in-action)] Paskhaver, Boris. *This friendly and hands-on guide shows you how to start mastering Pandas with skills you already know from spreadsheet software.*. 1 edition. Manning Publications, 2021.

 --------------------------------------------------------------------------------

@ -249,6 +258,7 @@ Every video is below.
 | [The Other Async (Threads + Async = ❤️) - YouTube](https://www.youtube.com/watch?v=x1ndXuw7S0s) | David Beazley | David Beazley | 0:47 | 5000 | python | 2017 | :snake: :snake: :snake:|
 | [Numba - Tell Those C++ Bullies to Get Lost](https://www.youtube.com/watch?v=1AwG0T4gaO0) [[repo](https://github.com/gforsyth/numba_tutorial_scipy2017)] | Gil Forsyth & Lorena Barba | Enthought | 2:25 | 5000 | numba | 2017 | :snake: :snake: |
 | [Deploying Interactive Jupyter Dashboards](https://www.youtube.com/watch?v=8Jktm-Imt-I) | Philipp Rudiger | Enthought | 0:18 | 5000 | jupyter | 2017 | :snake: :snake: |
+| [Eyal Trabelsi - Practical Optimisations for Pandas](https://www.youtube.com/watch?v=RXMiMpMfzXw) | Eyal Trabelsi | Europython | 0:45 | 5000 | jupyter | 2020 | :snake: :snake: |
 | [Data Science Using Functional Python](https://www.youtube.com/watch?v=ThS4juptJjQ) | Joel Grus | PyData | 0:44 | 18000 | python | 2015 | :snake: :snake: |
 | [Pandas from the Inside](https://www.youtube.com/watch?v=CowlcrtSyME) | Stephen Simmons | PyData | 1:20 | 9000 | pandas | 2016 | :snake: :snake: :snake: |
 | [Anatomy of matplotlib](https://www.youtube.com/watch?v=MKucn8NtVeI) [[repo](https://github.com/matplotlib/AnatomyOfMatplotlib)] | Benjamin Root & Joe Kington | Enthought | 3:18 | 18000 | matplotlib | 2015 | :snake: :snake: |
@ -271,3 +281,9 @@ Every video is below.
 | [Jupyter Advanced Topics Tutorial](https://www.youtube.com/watch?v=38R7jiCspkw) [[repo](https://github.com/jupyter/scipy-advanced-tutorial)] | Jonathan Frederic & Matthias Bussonier | Enthought | 2:48 | 4000 | jupyter | 2015 | Novice |
 | [Using randomness to make code much faster](https://www.youtube.com/watch?v=7i6kBz1kZ-A) | Rachel Thomas | SF Python | 0:54 | 1000 | scipy | 2017 | Novice |
 | [Python Profiling & Performance](https://www.youtube.com/watch?v=Dgnp28Ijm_M) | Mahmoud Hashemi | SF Python | 0:28 | 1000 | python | 2016 | Novice |
+
+## (4) Packages
+
+- [datatest](https://github.com/shawnbrown/datatest) - Tools for test driven data-wrangling and data validation (DataFrame, Series, Index, MultiIndex).
+- [pandera](https://github.com/pandera-dev/pandera) - A light-weight, flexible, and expressive data validation library for dataframes.
+- [pandas-vet](https://github.com/deppen8/pandas-vet) - A plugin for Flake8 that checks pandas code.
--- a/tutorial/Pandas_tutorial_part1.ipynb
+++ b/tutorial/Pandas_tutorial_part1.ipynb
--- a/tutorial/Pandas_tutorial_part2.ipynb
+++ b/tutorial/Pandas_tutorial_part2.ipynb
Author	SHA1	Message	Date
Tommy	7966823b39	Merge pull request #9 from Bikraji/master Added a new tutorial in the list	2022-08-08 08:47:32 +02:00
Bikram Kundu	fa68c4282c	Update README.md	2022-08-07 23:50:52 +05:30
Bikram Kundu	43eabb8678	Update README.md	2022-08-07 23:49:07 +05:30
Tommy	e36855cee0	Merge pull request #8 from sverchdotgov/patch-1 Add pandera and pandas-vet to README	2022-01-11 18:38:14 +01:00
Shaun Verch	9c9e48fb54	Add pandera and pandas-vet to README From the pandera README: "Dataframes contain information that pandera explicitly validates at runtime. This is useful in production-critical or reproducible research settings." From the pandas-vet README: "pandas-vet is (hopefully) a way to help make pandas a little more friendly for newcomers by taking some opinionated stances about pandas best practices. It is designed to help users reduce the pandas universe." The list you made here is great and the first thing I found when searching for "awesome pandas". Selfishly, I don't want to have to remember how to find pandera and pandas-vet next time I deal with pandas, and they also seemed like they might be generally useful to others.	2022-01-11 12:29:30 -05:00
Tommy	b34f424327	Merge pull request #7 from stjepanjurekovic/master Added Pandas in Action	2021-10-31 16:24:49 +01:00
Stjepan Jureković	4919504cd6	Added Pandas in Action Hi, Stjepan from Manning here. I thought this title might be a good match for your list. Thank you for considering it. Best,	2021-10-31 13:49:24 +01:00
Tommy	f45c1323e9	Removed underscore	2021-10-19 08:29:19 +02:00
Tommy	c44dc267ca	Merge pull request #6 from larryshamalama/master Adding practice website to resources	2021-10-19 08:28:44 +02:00
Larry Dong	100552a319	Adding practice website to resources	2021-10-18 20:46:10 -04:00
Tommy	a845cbdda6	Merge pull request #5 from stjepanjurekovic/master Added Pandas Workout	2021-09-20 08:13:58 +02:00
Stjepan Jureković	86bf95ac50	Added Pandas Workout Hi, Stjepan from Manning here. I thought this title might be a good match for your list. Thank you for considering it. Best,	2021-09-19 20:58:06 +02:00
Tommy	c8041f37f1	Merge pull request #4 from fkromer/patch-1 add packages section and datatest	2020-12-19 15:44:36 +01:00
Florian Kromer	9381b17bec	add packages section and datatest	2020-12-19 13:24:00 +01:00
Tommy	f1ac5ba0a1	Merge pull request #2 from eyaltrabelsi/master update readme	2020-10-02 13:17:32 +02:00
Eyal Trabelsi	61878b2a37	update readme	2020-10-02 13:28:10 +03:00
Tommy	b79257257b	Added my own videos	2019-05-19 07:28:43 +02:00
Tommy	37f76d96ad	Added 4 pycon videos from pycon 2019	2019-05-19 07:25:54 +02:00
tommyod	422be1e8cf	finished part 2	2019-03-11 14:14:47 +01:00
tommyod	35b8cbe662	small changes	2019-03-10 08:49:27 +01:00